如何在三天内选择训练优化和部署边缘视觉AI模型

How to Select, Train, Optimize and Deploy Edge Vision AI Models in Three Days Steven KimChief Executive OfficerNota America Inc.© 2023 Nota Inc.Before We Start2•When a new hardware is released in the market, customers want to run the latest AI model on the device•Example•Customers: Want to run YOLOv5 on a device to maximize performance (latency, accuracy, and power consumption) •Device: Only supports YOLOv2 and 3•In order to close this gap, hardware-aware optimization is a must!Hardware Meets AI Software3© 2023 Nota Inc.© 2023 Nota Inc.NetsPresso®(Not The Coffee Maker)4•Expectation:•How do we build the perfect model for the next 6 months?•Once trained, the model is completeExpectation vs Reality© 2023 Nota Inc.•Reality:•AI model development does not end after a project•AI model deployment is NOT a one-off process•AI model deployment is a CONTINUAL process5•Question from AI engineers:•How do we build a pipeline to update and deploy a model as fast as possible?•Thus, Nota AI built its ow